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MCP Transport Layer

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MCP Elicitation workflow showing user input, validation, authorization, and AI agent Tool execution
AI & Agentic Engineering
MCP Client Capabilities Explained: Roots, Sampling, Elicitation and Experimental Features

MCP Elicitation enables safer AI agents by requesting user input, validating decisions, and controlling high-impact MCP actions.

Shahnawaz Khan Aug 8, 2026 48 min read
MCP Roots vs Resources vs Tools architecture showing AI agent scope data and executable capabilities
AI & Agentic Engineering
MCP Roots vs Resources vs Tools: 7 Powerful Data Access Patterns Every AI Engineer Must Master

MCP Roots vs Resources vs Tools explains the practical difference between scope, information, and executable capabilities in production MCP servers, including security,…

Shahnawaz Khan Aug 8, 2026 46 min read
MCP Roots security architecture showing workspace validation, path protection, AI context and MCP server controls
AI & Agentic Engineering
MCP Roots Explained: Powerful and Secure Filesystem Access for AI Agents

Learn MCP Roots security with 7 powerful lessons covering path validation, permissions, root changes, AI context, RAG, tools, and safe filesystem access.

Shahnawaz Khan Aug 8, 2026 42 min read
MCP Sampling architecture showing server client AI model communication human approval security governance and response generation in the Model Context Protocol
AI & Agentic Engineering
MCP Sampling Explained: How Servers Request AI Model Completions

Master MCP Sampling with this complete guide covering sampling requests, AI model communication, human approval, security, governance, and production best practices.

Shahnawaz Khan Jul 22, 2026 20 min read
MCP Prompts architecture illustrating prompt registration discovery template generation parameter substitution governance and security in the Model Context Protocol
AI & Agentic Engineering
MCP Prompts Explained: Reusable AI Instructions in the Model Context Protocol

Master MCP Prompts with this complete guide covering prompt registration, discovery, templates, parameters, security, governance, versioning, and production best practices.

Shahnawaz Khan Jul 14, 2026 20 min read
MCP Resources architecture showing registration discovery URI templates caching streaming and security in the Model Context Protocol
AI & Agentic Engineering
MCP Resources Explained: Sharing Data Without Executing: Best Practices Every AI Engineer Must Know

Learn MCP Resources with this complete guide covering resource registration, URI design, discovery, templates, security, caching, streaming, and production best practices.

Shahnawaz Khan Jul 8, 2026 21 min read
MCP Servers 2026.7.4 Released: Essential Server Updates Every QA Engineer Should Know
AI & Agentic Engineering
MCP Servers 2026.7.4 Released: Essential Server Updates Every QA Engineer Should Know

MCP Servers 2026.7.4 Released updates core Model Context Protocol servers including Filesystem, Memory, Sequential Thinking, and Everything. Discover what QA engineers should…

Shahnawaz Khan Jul 5, 2026 9 min read
MCP Transport Layer architecture comparing STDIO HTTP SSE and WebSockets for production AI systems
AI & Agentic Engineering
Master the 4 MCP Transport Layer Options: STDIO vs HTTP vs SSE vs WebSockets

Learn the MCP Transport Layer by comparing STDIO, HTTP, SSE, and WebSockets. Discover when to use each transport for production-ready MCP applications.

Shahnawaz Khan Jul 2, 2026 20 min read